Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 1003 |
| Missing cells | 51 |
| Missing cells (%) | 0.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 133.3 KiB |
| Average record size in memory | 136.1 B |
Variable types
| Categorical | 5 |
|---|---|
| Numeric | 12 |
title has a high cardinality: 945 distinct values | High cardinality |
artist has a high cardinality: 444 distinct values | High cardinality |
top genre has a high cardinality: 132 distinct values | High cardinality |
year released is highly correlated with top year | High correlation |
nrgy is highly correlated with dB | High correlation |
dB is highly correlated with nrgy | High correlation |
top year is highly correlated with year released | High correlation |
year released is highly correlated with top year | High correlation |
nrgy is highly correlated with dB and 1 other fields | High correlation |
dB is highly correlated with nrgy | High correlation |
acous is highly correlated with nrgy | High correlation |
top year is highly correlated with year released | High correlation |
year released is highly correlated with top year | High correlation |
nrgy is highly correlated with dB | High correlation |
dB is highly correlated with nrgy | High correlation |
top year is highly correlated with year released | High correlation |
year released is highly correlated with added and 1 other fields | High correlation |
added is highly correlated with year released and 2 other fields | High correlation |
bpm is highly correlated with dnce | High correlation |
nrgy is highly correlated with dB and 1 other fields | High correlation |
dnce is highly correlated with bpm | High correlation |
dB is highly correlated with added and 2 other fields | High correlation |
acous is highly correlated with nrgy and 1 other fields | High correlation |
top year is highly correlated with year released and 1 other fields | High correlation |
title is uniformly distributed | Uniform |
acous has 134 (13.4%) zeros | Zeros |
Reproduction
| Analysis started | 2022-04-14 15:28:25.714465 |
|---|---|
| Analysis finished | 2022-04-14 15:29:21.487949 |
| Duration | 55.77 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 945 |
|---|---|
| Distinct (%) | 94.5% |
| Missing | 3 |
| Missing (%) | 0.3% |
| Memory size | 8.0 KiB |
| Don't | 3 |
|---|---|
| Sorry | 3 |
| Paradise | 3 |
| Team | 2 |
| No Hands (feat. Roscoe Dash & Wale) | 2 |
| Other values (940) |
Length
| Max length | 94 |
|---|---|
| Median length | 13 |
| Mean length | 17.249 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 893 ? |
|---|---|
| Unique (%) | 89.3% |
Sample
| 1st row | STARSTRUKK (feat. Katy Perry) |
|---|---|
| 2nd row | My First Kiss (feat. Ke$ha) |
| 3rd row | I Need A Dollar |
| 4th row | Airplanes (feat. Hayley Williams of Paramore) |
| 5th row | Nothin' on You (feat. Bruno Mars) |
Common Values
| Value | Count | Frequency (%) |
| Don't | 3 | 0.3% |
| Sorry | 3 | 0.3% |
| Paradise | 3 | 0.3% |
| Team | 2 | 0.2% |
| No Hands (feat. Roscoe Dash & Wale) | 2 | 0.2% |
| Better Now | 2 | 0.2% |
| lovely (with Khalid) | 2 | 0.2% |
| All My Friends (feat. Tinashe & Chance the Rapper) | 2 | 0.2% |
| Stole the Show | 2 | 0.2% |
| I Knew You Were Trouble. | 2 | 0.2% |
| Other values (935) | 977 | |
| (Missing) | 3 | 0.3% |
Length
| Value | Count | Frequency (%) |
| feat | 172 | 5.2% |
| 111 | 3.3% | |
| the | 92 | 2.8% |
| you | 60 | 1.8% |
| love | 55 | 1.7% |
| me | 51 | 1.5% |
| i | 48 | 1.4% |
| it | 38 | 1.1% |
| edit | 34 | 1.0% |
| my | 33 | 1.0% |
| Other values (1290) | 2629 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 444 |
|---|---|
| Distinct (%) | 44.4% |
| Missing | 3 |
| Missing (%) | 0.3% |
| Memory size | 8.0 KiB |
| Taylor Swift | 21 |
|---|---|
| Drake | 18 |
| Calvin Harris | 18 |
| Rihanna | 14 |
| Ariana Grande | 14 |
| Other values (439) |
Length
| Max length | 24 |
|---|---|
| Median length | 10 |
| Mean length | 10.03 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 250 ? |
|---|---|
| Unique (%) | 25.0% |
Sample
| 1st row | 3OH!3 |
|---|---|
| 2nd row | 3OH!3 |
| 3rd row | Aloe Blacc |
| 4th row | B.o.B |
| 5th row | B.o.B |
Common Values
| Value | Count | Frequency (%) |
| Taylor Swift | 21 | 2.1% |
| Drake | 18 | 1.8% |
| Calvin Harris | 18 | 1.8% |
| Rihanna | 14 | 1.4% |
| Ariana Grande | 14 | 1.4% |
| Bruno Mars | 13 | 1.3% |
| Maroon 5 | 11 | 1.1% |
| Post Malone | 10 | 1.0% |
| Chris Brown | 10 | 1.0% |
| Jason Derulo | 10 | 1.0% |
| Other values (434) | 861 |
Length
| Value | Count | Frequency (%) |
| the | 50 | 2.8% |
| taylor | 21 | 1.2% |
| swift | 21 | 1.2% |
| 20 | 1.1% | |
| harris | 18 | 1.0% |
| drake | 18 | 1.0% |
| calvin | 18 | 1.0% |
| 5 | 15 | 0.8% |
| rihanna | 14 | 0.8% |
| ariana | 14 | 0.8% |
| Other values (686) | 1587 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 132 |
|---|---|
| Distinct (%) | 13.2% |
| Missing | 3 |
| Missing (%) | 0.3% |
| Memory size | 8.0 KiB |
| dance pop | |
|---|---|
| pop | |
| atl hip hop | 39 |
| art pop | 37 |
| boy band | 21 |
| Other values (127) |
Length
| Max length | 25 |
|---|---|
| Median length | 9 |
| Mean length | 9.983 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 52 ? |
|---|---|
| Unique (%) | 5.2% |
Sample
| 1st row | dance pop |
|---|---|
| 2nd row | dance pop |
| 3rd row | pop soul |
| 4th row | atl hip hop |
| 5th row | atl hip hop |
Common Values
| Value | Count | Frequency (%) |
| dance pop | 361 | |
| pop | 57 | 5.7% |
| atl hip hop | 39 | 3.9% |
| art pop | 37 | 3.7% |
| boy band | 21 | 2.1% |
| hip hop | 21 | 2.1% |
| canadian hip hop | 18 | 1.8% |
| edm | 17 | 1.7% |
| folk-pop | 15 | 1.5% |
| contemporary country | 14 | 1.4% |
| Other values (122) | 400 |
Length
| Value | Count | Frequency (%) |
| pop | 527 | |
| dance | 372 | |
| hip | 127 | 6.3% |
| hop | 126 | 6.3% |
| rap | 73 | 3.6% |
| canadian | 42 | 2.1% |
| rock | 40 | 2.0% |
| atl | 39 | 1.9% |
| art | 37 | 1.8% |
| modern | 27 | 1.3% |
| Other values (129) | 592 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 14 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 3 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2014.39 |
| Minimum | 1975 |
|---|---|
| Maximum | 2021 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.0 KiB |
Quantile statistics
| Minimum | 1975 |
|---|---|
| 5-th percentile | 2010 |
| Q1 | 2012 |
| median | 2014 |
| Q3 | 2017 |
| 95-th percentile | 2019 |
| Maximum | 2021 |
| Range | 46 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.241358728 |
|---|---|
| Coefficient of variation (CV) | 0.001609101876 |
| Kurtosis | 20.2898332 |
| Mean | 2014.39 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -1.776445005 |
| Sum | 2014390 |
| Variance | 10.50640641 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2018 | 112 | |
| 2012 | 109 | |
| 2014 | 101 | |
| 2017 | 99 | |
| 2015 | 99 | |
| 2010 | 94 | |
| 2011 | 93 | |
| 2019 | 87 | |
| 2013 | 86 | |
| 2016 | 86 | |
| Other values (4) | 34 | 3.4% |
| Value | Count | Frequency (%) |
| 1975 | 1 | 0.1% |
| 2009 | 24 | 2.4% |
| 2010 | 94 | |
| 2011 | 93 | |
| 2012 | 109 | |
| 2013 | 86 | |
| 2014 | 101 | |
| 2015 | 99 | |
| 2016 | 86 | |
| 2017 | 99 |
| Value | Count | Frequency (%) |
| 2021 | 3 | 0.3% |
| 2020 | 6 | 0.6% |
| 2019 | 87 | |
| 2018 | 112 | |
| 2017 | 99 | |
| 2016 | 86 | |
| 2015 | 99 | |
| 2014 | 101 | |
| 2013 | 86 | |
| 2012 | 109 |
| Distinct | 26 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 3 |
| Missing (%) | 0.3% |
| Memory size | 8.0 KiB |
| 2020‑06‑22 | |
|---|---|
| 2022‑02‑17 | |
| 2020‑06‑11 | |
| 2020‑06‑16 | |
| 2020‑06‑10 | |
| Other values (21) |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 8 ? |
|---|---|
| Unique (%) | 0.8% |
Sample
| 1st row | 2022‑02‑17 |
|---|---|
| 2nd row | 2022‑02‑17 |
| 3rd row | 2022‑02‑17 |
| 4th row | 2022‑02‑17 |
| 5th row | 2022‑02‑17 |
Common Values
| Value | Count | Frequency (%) |
| 2020‑06‑22 | 276 | |
| 2022‑02‑17 | 100 | 10.0% |
| 2020‑06‑11 | 100 | 10.0% |
| 2020‑06‑16 | 99 | 9.9% |
| 2020‑06‑10 | 94 | 9.4% |
| 2021‑01‑28 | 91 | 9.1% |
| 2020‑06‑08 | 87 | 8.7% |
| 2020‑06‑19 | 85 | 8.5% |
| 2021‑08‑09 | 14 | 1.4% |
| 2021‑08‑17 | 10 | 1.0% |
| Other values (16) | 44 | 4.4% |
Length
| Value | Count | Frequency (%) |
| 2020‑06‑22 | 276 | |
| 2020‑06‑11 | 100 | 10.0% |
| 2022‑02‑17 | 100 | 10.0% |
| 2020‑06‑16 | 99 | 9.9% |
| 2020‑06‑10 | 94 | 9.4% |
| 2021‑01‑28 | 91 | 9.1% |
| 2020‑06‑08 | 87 | 8.7% |
| 2020‑06‑19 | 85 | 8.5% |
| 2021‑08‑09 | 14 | 1.4% |
| 2021‑08‑17 | 10 | 1.0% |
| Other values (16) | 44 | 4.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 122 |
|---|---|
| Distinct (%) | 12.2% |
| Missing | 3 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 121.262 |
| Minimum | 65 |
|---|---|
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.0 KiB |
Quantile statistics
| Minimum | 65 |
|---|---|
| 5-th percentile | 82 |
| Q1 | 100 |
| median | 122 |
| Q3 | 134 |
| 95-th percentile | 172 |
| Maximum | 206 |
| Range | 141 |
| Interquartile range (IQR) | 34 |
Descriptive statistics
| Standard deviation | 26.23802183 |
|---|---|
| Coefficient of variation (CV) | 0.216374642 |
| Kurtosis | 0.2452450595 |
| Mean | 121.262 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | 0.5494200137 |
| Sum | 121262 |
| Variance | 688.4337898 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 128 | 57 | 5.7% |
| 120 | 55 | 5.5% |
| 100 | 40 | 4.0% |
| 125 | 35 | 3.5% |
| 126 | 33 | 3.3% |
| 130 | 33 | 3.3% |
| 140 | 23 | 2.3% |
| 95 | 22 | 2.2% |
| 122 | 20 | 2.0% |
| 98 | 17 | 1.7% |
| Other values (112) | 665 |
| Value | Count | Frequency (%) |
| 65 | 2 | 0.2% |
| 69 | 1 | 0.1% |
| 72 | 2 | 0.2% |
| 73 | 2 | 0.2% |
| 74 | 3 | |
| 75 | 6 | |
| 76 | 5 | |
| 77 | 6 | |
| 78 | 2 | 0.2% |
| 79 | 5 |
| Value | Count | Frequency (%) |
| 206 | 2 | 0.2% |
| 204 | 1 | 0.1% |
| 202 | 2 | 0.2% |
| 200 | 1 | 0.1% |
| 198 | 1 | 0.1% |
| 196 | 2 | 0.2% |
| 192 | 2 | 0.2% |
| 190 | 6 | |
| 188 | 2 | 0.2% |
| 187 | 1 | 0.1% |
| Distinct | 80 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 3 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.502 |
| Minimum | 6 |
|---|---|
| Maximum | 98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.0 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 41 |
| Q1 | 59 |
| median | 71 |
| Q3 | 81.25 |
| 95-th percentile | 92 |
| Maximum | 98 |
| Range | 92 |
| Interquartile range (IQR) | 22.25 |
Descriptive statistics
| Standard deviation | 15.96141481 |
|---|---|
| Coefficient of variation (CV) | 0.229654036 |
| Kurtosis | 0.1802383136 |
| Mean | 69.502 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | -0.65086111 |
| Sum | 69502 |
| Variance | 254.7667628 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 79 | 35 | 3.5% |
| 73 | 30 | 3.0% |
| 71 | 30 | 3.0% |
| 81 | 29 | 2.9% |
| 78 | 27 | 2.7% |
| 80 | 26 | 2.6% |
| 82 | 26 | 2.6% |
| 84 | 25 | 2.5% |
| 59 | 24 | 2.4% |
| 76 | 24 | 2.4% |
| Other values (70) | 724 |
| Value | Count | Frequency (%) |
| 6 | 1 | |
| 11 | 1 | |
| 15 | 1 | |
| 16 | 1 | |
| 17 | 1 | |
| 23 | 1 | |
| 25 | 2 | |
| 26 | 1 | |
| 27 | 1 | |
| 28 | 2 |
| Value | Count | Frequency (%) |
| 98 | 2 | 0.2% |
| 97 | 4 | 0.4% |
| 96 | 4 | 0.4% |
| 95 | 7 | 0.7% |
| 94 | 10 | |
| 93 | 17 | |
| 92 | 16 | |
| 91 | 13 | |
| 90 | 7 | 0.7% |
| 89 | 23 |
| Distinct | 68 |
|---|---|
| Distinct (%) | 6.8% |
| Missing | 3 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66.876 |
| Minimum | 19 |
|---|---|
| Maximum | 96 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.0 KiB |
Quantile statistics
| Minimum | 19 |
|---|---|
| 5-th percentile | 42 |
| Q1 | 59 |
| median | 68 |
| Q3 | 75 |
| 95-th percentile | 88 |
| Maximum | 96 |
| Range | 77 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 13.12192093 |
|---|---|
| Coefficient of variation (CV) | 0.196212706 |
| Kurtosis | 0.0936383514 |
| Mean | 66.876 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | -0.411284933 |
| Sum | 66876 |
| Variance | 172.1848088 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 67 | 42 | 4.2% |
| 66 | 38 | 3.8% |
| 68 | 37 | 3.7% |
| 69 | 37 | 3.7% |
| 75 | 37 | 3.7% |
| 73 | 36 | 3.6% |
| 65 | 35 | 3.5% |
| 72 | 34 | 3.4% |
| 61 | 31 | 3.1% |
| 70 | 30 | 3.0% |
| Other values (58) | 643 |
| Value | Count | Frequency (%) |
| 19 | 1 | 0.1% |
| 26 | 1 | 0.1% |
| 28 | 1 | 0.1% |
| 31 | 4 | |
| 33 | 1 | 0.1% |
| 34 | 1 | 0.1% |
| 35 | 5 | |
| 36 | 4 | |
| 37 | 6 | |
| 38 | 7 |
| Value | Count | Frequency (%) |
| 96 | 2 | 0.2% |
| 95 | 1 | 0.1% |
| 94 | 2 | 0.2% |
| 93 | 7 | |
| 92 | 5 | 0.5% |
| 91 | 10 | |
| 90 | 7 | |
| 89 | 13 | |
| 88 | 8 | |
| 87 | 7 |
| Distinct | 16 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 3 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -5.663 |
| Minimum | -18 |
|---|---|
| Maximum | -1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1000 |
| Negative (%) | 99.7% |
| Memory size | 8.0 KiB |
Quantile statistics
| Minimum | -18 |
|---|---|
| 5-th percentile | -9 |
| Q1 | -7 |
| median | -5 |
| Q3 | -4 |
| 95-th percentile | -3 |
| Maximum | -1 |
| Range | 17 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.02522407 |
|---|---|
| Coefficient of variation (CV) | -0.3576238866 |
| Kurtosis | 2.9972501 |
| Mean | -5.663 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -1.156751472 |
| Sum | -5663 |
| Variance | 4.101532533 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -6 | 212 | |
| -5 | 203 | |
| -4 | 201 | |
| -7 | 128 | |
| -3 | 90 | |
| -8 | 67 | 6.7% |
| -9 | 39 | 3.9% |
| -10 | 18 | 1.8% |
| -2 | 15 | 1.5% |
| -11 | 14 | 1.4% |
| Other values (6) | 13 | 1.3% |
| Value | Count | Frequency (%) |
| -18 | 1 | 0.1% |
| -15 | 3 | 0.3% |
| -14 | 1 | 0.1% |
| -13 | 4 | 0.4% |
| -12 | 2 | 0.2% |
| -11 | 14 | 1.4% |
| -10 | 18 | 1.8% |
| -9 | 39 | 3.9% |
| -8 | 67 | |
| -7 | 128 |
| Value | Count | Frequency (%) |
| -1 | 2 | 0.2% |
| -2 | 15 | 1.5% |
| -3 | 90 | |
| -4 | 201 | |
| -5 | 203 | |
| -6 | 212 | |
| -7 | 128 | |
| -8 | 67 | 6.7% |
| -9 | 39 | 3.9% |
| -10 | 18 | 1.8% |
live
Real number (ℝ≥0)
| Distinct | 67 |
|---|---|
| Distinct (%) | 6.7% |
| Missing | 3 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.911 |
| Minimum | 2 |
|---|---|
| Maximum | 83 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.0 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 9 |
| median | 12 |
| Q3 | 23 |
| 95-th percentile | 44 |
| Maximum | 83 |
| Range | 81 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 13.43151088 |
|---|---|
| Coefficient of variation (CV) | 0.7499029021 |
| Kurtosis | 4.072649065 |
| Mean | 17.911 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.916292267 |
| Sum | 17911 |
| Variance | 180.4054845 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11 | 93 | 9.3% |
| 9 | 80 | 8.0% |
| 8 | 72 | 7.2% |
| 10 | 71 | 7.1% |
| 12 | 69 | 6.9% |
| 13 | 44 | 4.4% |
| 7 | 43 | 4.3% |
| 6 | 38 | 3.8% |
| 14 | 36 | 3.6% |
| 16 | 32 | 3.2% |
| Other values (57) | 422 |
| Value | Count | Frequency (%) |
| 2 | 4 | 0.4% |
| 3 | 6 | 0.6% |
| 4 | 7 | 0.7% |
| 5 | 21 | 2.1% |
| 6 | 38 | |
| 7 | 43 | |
| 8 | 72 | |
| 9 | 80 | |
| 10 | 71 | |
| 11 | 93 |
| Value | Count | Frequency (%) |
| 83 | 1 | 0.1% |
| 82 | 1 | 0.1% |
| 80 | 1 | 0.1% |
| 74 | 2 | |
| 70 | 1 | 0.1% |
| 69 | 4 | |
| 67 | 2 | |
| 66 | 1 | 0.1% |
| 65 | 4 | |
| 64 | 1 | 0.1% |
val
Real number (ℝ≥0)
| Distinct | 93 |
|---|---|
| Distinct (%) | 9.3% |
| Missing | 3 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.901 |
| Minimum | 4 |
|---|---|
| Maximum | 97 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.0 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 17 |
| Q1 | 35 |
| median | 50.5 |
| Q3 | 68 |
| 95-th percentile | 87 |
| Maximum | 97 |
| Range | 93 |
| Interquartile range (IQR) | 33 |
Descriptive statistics
| Standard deviation | 21.56339906 |
|---|---|
| Coefficient of variation (CV) | 0.4236340949 |
| Kurtosis | -0.8563255672 |
| Mean | 50.901 |
| Median Absolute Deviation (MAD) | 16.5 |
| Skewness | 0.0477864545 |
| Sum | 50901 |
| Variance | 464.9801792 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 45 | 26 | 2.6% |
| 74 | 22 | 2.2% |
| 35 | 21 | 2.1% |
| 54 | 21 | 2.1% |
| 42 | 20 | 2.0% |
| 34 | 19 | 1.9% |
| 59 | 19 | 1.9% |
| 40 | 19 | 1.9% |
| 36 | 19 | 1.9% |
| 46 | 18 | 1.8% |
| Other values (83) | 796 |
| Value | Count | Frequency (%) |
| 4 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| 7 | 1 | 0.1% |
| 8 | 4 | |
| 9 | 1 | 0.1% |
| 10 | 6 | |
| 11 | 8 | |
| 12 | 4 | |
| 13 | 5 | |
| 14 | 5 |
| Value | Count | Frequency (%) |
| 97 | 2 | 0.2% |
| 96 | 4 | 0.4% |
| 95 | 3 | 0.3% |
| 94 | 4 | 0.4% |
| 93 | 8 | |
| 92 | 3 | 0.3% |
| 91 | 2 | 0.2% |
| 90 | 2 | 0.2% |
| 89 | 4 | 0.4% |
| 88 | 13 |
dur
Real number (ℝ≥0)
| Distinct | 176 |
|---|---|
| Distinct (%) | 17.6% |
| Missing | 3 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 220.406 |
| Minimum | 113 |
|---|---|
| Maximum | 688 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.0 KiB |
Quantile statistics
| Minimum | 113 |
|---|---|
| 5-th percentile | 169.95 |
| Q1 | 197 |
| median | 216 |
| Q3 | 237 |
| 95-th percentile | 288 |
| Maximum | 688 |
| Range | 575 |
| Interquartile range (IQR) | 40 |
Descriptive statistics
| Standard deviation | 39.92767691 |
|---|---|
| Coefficient of variation (CV) | 0.1811551269 |
| Kurtosis | 21.12107027 |
| Mean | 220.406 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 2.406328882 |
| Sum | 220406 |
| Variance | 1594.219383 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 201 | 21 | 2.1% |
| 214 | 21 | 2.1% |
| 228 | 18 | 1.8% |
| 199 | 17 | 1.7% |
| 206 | 17 | 1.7% |
| 200 | 17 | 1.7% |
| 221 | 17 | 1.7% |
| 215 | 17 | 1.7% |
| 234 | 16 | 1.6% |
| 202 | 16 | 1.6% |
| Other values (166) | 823 |
| Value | Count | Frequency (%) |
| 113 | 1 | 0.1% |
| 115 | 1 | 0.1% |
| 119 | 1 | 0.1% |
| 122 | 1 | 0.1% |
| 124 | 1 | 0.1% |
| 126 | 1 | 0.1% |
| 129 | 1 | 0.1% |
| 131 | 3 | |
| 135 | 1 | 0.1% |
| 137 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 688 | 1 | |
| 484 | 1 | |
| 418 | 1 | |
| 354 | 2 | |
| 350 | 1 | |
| 348 | 1 | |
| 343 | 1 | |
| 338 | 1 | |
| 337 | 1 | |
| 332 | 1 |
| Distinct | 89 |
|---|---|
| Distinct (%) | 8.9% |
| Missing | 3 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.369 |
| Minimum | 0 |
|---|---|
| Maximum | 98 |
| Zeros | 134 |
| Zeros (%) | 13.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 6 |
| Q3 | 19 |
| 95-th percentile | 59 |
| Maximum | 98 |
| Range | 98 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 19.45403039 |
|---|---|
| Coefficient of variation (CV) | 1.353888954 |
| Kurtosis | 4.312550104 |
| Mean | 14.369 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 2.078699941 |
| Sum | 14369 |
| Variance | 378.4592983 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 134 | 13.4% |
| 1 | 108 | 10.8% |
| 2 | 75 | 7.5% |
| 3 | 68 | 6.8% |
| 4 | 52 | 5.2% |
| 5 | 43 | 4.3% |
| 6 | 34 | 3.4% |
| 11 | 30 | 3.0% |
| 9 | 28 | 2.8% |
| 8 | 28 | 2.8% |
| Other values (79) | 400 |
| Value | Count | Frequency (%) |
| 0 | 134 | |
| 1 | 108 | |
| 2 | 75 | |
| 3 | 68 | |
| 4 | 52 | 5.2% |
| 5 | 43 | 4.3% |
| 6 | 34 | 3.4% |
| 7 | 21 | 2.1% |
| 8 | 28 | 2.8% |
| 9 | 28 | 2.8% |
| Value | Count | Frequency (%) |
| 98 | 1 | 0.1% |
| 97 | 1 | 0.1% |
| 95 | 2 | |
| 94 | 1 | 0.1% |
| 93 | 4 | |
| 92 | 2 | |
| 90 | 1 | 0.1% |
| 88 | 2 | |
| 87 | 1 | 0.1% |
| 86 | 1 | 0.1% |
spch
Real number (ℝ≥0)
| Distinct | 50 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 3 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.064 |
| Minimum | 2 |
|---|---|
| Maximum | 53 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.0 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 4 |
| median | 6 |
| Q3 | 12 |
| 95-th percentile | 31.05 |
| Maximum | 53 |
| Range | 51 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 9.276743069 |
|---|---|
| Coefficient of variation (CV) | 0.9217749472 |
| Kurtosis | 3.780643668 |
| Mean | 10.064 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.9870704 |
| Sum | 10064 |
| Variance | 86.05796196 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 175 | |
| 3 | 138 | |
| 5 | 138 | |
| 6 | 69 | 6.9% |
| 7 | 56 | 5.6% |
| 9 | 51 | 5.1% |
| 8 | 47 | 4.7% |
| 10 | 38 | 3.8% |
| 14 | 25 | 2.5% |
| 11 | 24 | 2.4% |
| Other values (40) | 239 |
| Value | Count | Frequency (%) |
| 2 | 3 | 0.3% |
| 3 | 138 | |
| 4 | 175 | |
| 5 | 138 | |
| 6 | 69 | 6.9% |
| 7 | 56 | 5.6% |
| 8 | 47 | 4.7% |
| 9 | 51 | 5.1% |
| 10 | 38 | 3.8% |
| 11 | 24 | 2.4% |
| Value | Count | Frequency (%) |
| 53 | 1 | 0.1% |
| 52 | 1 | 0.1% |
| 51 | 1 | 0.1% |
| 49 | 1 | 0.1% |
| 48 | 1 | 0.1% |
| 47 | 1 | 0.1% |
| 46 | 2 | |
| 45 | 2 | |
| 44 | 1 | 0.1% |
| 43 | 3 |
pop
Real number (ℝ≥0)
| Distinct | 55 |
|---|---|
| Distinct (%) | 5.5% |
| Missing | 3 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 74.84 |
| Minimum | 35 |
|---|---|
| Maximum | 95 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.0 KiB |
Quantile statistics
| Minimum | 35 |
|---|---|
| 5-th percentile | 59 |
| Q1 | 70 |
| median | 76 |
| Q3 | 81 |
| 95-th percentile | 87 |
| Maximum | 95 |
| Range | 60 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 8.807836169 |
|---|---|
| Coefficient of variation (CV) | 0.1176888852 |
| Kurtosis | 1.504825813 |
| Mean | 74.84 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.9334162419 |
| Sum | 74840 |
| Variance | 77.57797798 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 77 | 64 | 6.4% |
| 78 | 54 | 5.4% |
| 81 | 51 | 5.1% |
| 74 | 48 | 4.8% |
| 80 | 46 | 4.6% |
| 76 | 46 | 4.6% |
| 71 | 45 | 4.5% |
| 75 | 43 | 4.3% |
| 83 | 41 | 4.1% |
| 82 | 39 | 3.9% |
| Other values (45) | 523 |
| Value | Count | Frequency (%) |
| 35 | 1 | |
| 39 | 2 | |
| 40 | 1 | |
| 41 | 1 | |
| 42 | 1 | |
| 43 | 1 | |
| 44 | 1 | |
| 45 | 1 | |
| 46 | 1 | |
| 48 | 1 |
| Value | Count | Frequency (%) |
| 95 | 1 | 0.1% |
| 94 | 1 | 0.1% |
| 91 | 6 | 0.6% |
| 90 | 2 | 0.2% |
| 89 | 12 | 1.2% |
| 88 | 18 | |
| 87 | 16 | |
| 86 | 29 | |
| 85 | 32 | |
| 84 | 34 |
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 3 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2014.5 |
| Minimum | 2010 |
|---|---|
| Maximum | 2019 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.0 KiB |
Quantile statistics
| Minimum | 2010 |
|---|---|
| 5-th percentile | 2010 |
| Q1 | 2012 |
| median | 2014.5 |
| Q3 | 2017 |
| 95-th percentile | 2019 |
| Maximum | 2019 |
| Range | 9 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.873718542 |
|---|---|
| Coefficient of variation (CV) | 0.001426517023 |
| Kurtosis | -1.224361662 |
| Mean | 2014.5 |
| Median Absolute Deviation (MAD) | 2.5 |
| Skewness | 0 |
| Sum | 2014500 |
| Variance | 8.258258258 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 2010 | 100 | |
| 2011 | 100 | |
| 2012 | 100 | |
| 2013 | 100 | |
| 2014 | 100 | |
| 2015 | 100 | |
| 2016 | 100 | |
| 2017 | 100 | |
| 2018 | 100 | |
| 2019 | 100 | |
| (Missing) | 3 | 0.3% |
| Value | Count | Frequency (%) |
| 2010 | 100 | |
| 2011 | 100 | |
| 2012 | 100 | |
| 2013 | 100 | |
| 2014 | 100 | |
| 2015 | 100 | |
| 2016 | 100 | |
| 2017 | 100 | |
| 2018 | 100 | |
| 2019 | 100 |
| Value | Count | Frequency (%) |
| 2019 | 100 | |
| 2018 | 100 | |
| 2017 | 100 | |
| 2016 | 100 | |
| 2015 | 100 | |
| 2014 | 100 | |
| 2013 | 100 | |
| 2012 | 100 | |
| 2011 | 100 | |
| 2010 | 100 |
artist type
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 3 |
| Missing (%) | 0.3% |
| Memory size | 8.0 KiB |
| Solo | |
|---|---|
| Band/Group | |
| Duo | 70 |
| Trio | 13 |
Length
| Max length | 10 |
|---|---|
| Median length | 4 |
| Mean length | 4.944 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Duo |
|---|---|
| 2nd row | Duo |
| 3rd row | Solo |
| 4th row | Solo |
| 5th row | Solo |
Common Values
| Value | Count | Frequency (%) |
| Solo | 748 | |
| Band/Group | 169 | 16.8% |
| Duo | 70 | 7.0% |
| Trio | 13 | 1.3% |
| (Missing) | 3 | 0.3% |
Length
Pie chart
| Value | Count | Frequency (%) |
| solo | 748 | |
| band/group | 169 | 16.9% |
| duo | 70 | 7.0% |
| trio | 13 | 1.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| title | artist | top genre | year released | added | bpm | nrgy | dnce | dB | live | val | dur | acous | spch | pop | top year | artist type | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | STARSTRUKK (feat. Katy Perry) | 3OH!3 | dance pop | 2009.0 | 2022‑02‑17 | 140.0 | 81.0 | 61.0 | -6.0 | 23.0 | 23.0 | 203.0 | 0.0 | 6.0 | 70.0 | 2010.0 | Duo |
| 1 | My First Kiss (feat. Ke$ha) | 3OH!3 | dance pop | 2010.0 | 2022‑02‑17 | 138.0 | 89.0 | 68.0 | -4.0 | 36.0 | 83.0 | 192.0 | 1.0 | 8.0 | 68.0 | 2010.0 | Duo |
| 2 | I Need A Dollar | Aloe Blacc | pop soul | 2010.0 | 2022‑02‑17 | 95.0 | 48.0 | 84.0 | -7.0 | 9.0 | 96.0 | 243.0 | 20.0 | 3.0 | 72.0 | 2010.0 | Solo |
| 3 | Airplanes (feat. Hayley Williams of Paramore) | B.o.B | atl hip hop | 2010.0 | 2022‑02‑17 | 93.0 | 87.0 | 66.0 | -4.0 | 4.0 | 38.0 | 180.0 | 11.0 | 12.0 | 80.0 | 2010.0 | Solo |
| 4 | Nothin' on You (feat. Bruno Mars) | B.o.B | atl hip hop | 2010.0 | 2022‑02‑17 | 104.0 | 85.0 | 69.0 | -6.0 | 9.0 | 74.0 | 268.0 | 39.0 | 5.0 | 79.0 | 2010.0 | Solo |
| 5 | Magic (feat. Rivers Cuomo) | B.o.B | atl hip hop | 2010.0 | 2022‑02‑17 | 82.0 | 93.0 | 55.0 | -4.0 | 35.0 | 79.0 | 196.0 | 1.0 | 34.0 | 71.0 | 2010.0 | Solo |
| 6 | The Time (Dirty Bit) | Black Eyed Peas | dance pop | 2010.0 | 2022‑02‑17 | 128.0 | 81.0 | 82.0 | -8.0 | 60.0 | 44.0 | 308.0 | 7.0 | 7.0 | 75.0 | 2010.0 | Band/Group |
| 7 | Imma Be | Black Eyed Peas | dance pop | 2009.0 | 2022‑02‑17 | 92.0 | 52.0 | 60.0 | -7.0 | 31.0 | 41.0 | 258.0 | 18.0 | 37.0 | 71.0 | 2010.0 | Band/Group |
| 8 | Talking to the Moon | Bruno Mars | dance pop | 2010.0 | 2022‑02‑17 | 146.0 | 59.0 | 50.0 | -5.0 | 11.0 | 8.0 | 218.0 | 51.0 | 3.0 | 87.0 | 2010.0 | Solo |
| 9 | Just the Way You Are | Bruno Mars | dance pop | 2010.0 | 2022‑02‑17 | 109.0 | 84.0 | 64.0 | -5.0 | 6.0 | 42.0 | 221.0 | 1.0 | 4.0 | 86.0 | 2010.0 | Solo |
Last rows
| title | artist | top genre | year released | added | bpm | nrgy | dnce | dB | live | val | dur | acous | spch | pop | top year | artist type | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 993 | Cruel Summer | Taylor Swift | pop | 2019.0 | 2021‑08‑17 | 170.0 | 70.0 | 55.0 | -6.0 | 11.0 | 56.0 | 178.0 | 12.0 | 16.0 | 82.0 | 2019.0 | Solo |
| 994 | You Need To Calm Down | Taylor Swift | pop | 2019.0 | 2020‑06‑22 | 85.0 | 67.0 | 77.0 | -6.0 | 6.0 | 71.0 | 171.0 | 1.0 | 6.0 | 81.0 | 2019.0 | Solo |
| 995 | SICKO MODE | Travis Scott | hip hop | 2018.0 | 2020‑06‑22 | 155.0 | 73.0 | 83.0 | -4.0 | 12.0 | 45.0 | 313.0 | 1.0 | 22.0 | 86.0 | 2019.0 | Solo |
| 996 | EARFQUAKE | Tyler, The Creator | hip hop | 2019.0 | 2020‑06‑22 | 80.0 | 50.0 | 55.0 | -9.0 | 80.0 | 41.0 | 190.0 | 23.0 | 7.0 | 85.0 | 2019.0 | Solo |
| 997 | Boasty (feat. Idris Elba) | Wiley | grime | 2019.0 | 2020‑06‑22 | 103.0 | 77.0 | 89.0 | -5.0 | 9.0 | 46.0 | 177.0 | 1.0 | 7.0 | 68.0 | 2019.0 | Solo |
| 998 | Strike a Pose (feat. Aitch) | Young T & Bugsey | afroswing | 2019.0 | 2020‑08‑20 | 138.0 | 58.0 | 53.0 | -6.0 | 10.0 | 59.0 | 214.0 | 1.0 | 10.0 | 67.0 | 2019.0 | Duo |
| 999 | The London (feat. J. Cole & Travis Scott) | Young Thug | atl hip hop | 2019.0 | 2020‑06‑22 | 98.0 | 59.0 | 80.0 | -7.0 | 13.0 | 18.0 | 200.0 | 2.0 | 15.0 | 75.0 | 2019.0 | Solo |
| 1000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 1001 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 1002 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |